diff --git a/CHANGELOG.md b/CHANGELOG.md
index c208b056e8..605dbb7084 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -5,6 +5,10 @@ Changes
 
 - LsiModel: Only log top words that actually exist in the dictionary (PR [#3091](https://github.com/RaRe-Technologies/gensim/pull/3091), [@kmurphy4](https://github.com/kmurphy4))
 
+### Documentation
+
+- Fix hyperlink for doc2vec tutorial (PR [#3123](https://github.com/RaRe-Technologies/gensim/pull/3123), [@AdityaSoni19031997](https://github.com/AdityaSoni19031997))
+
 ## 4.0.1, 2021-04-01
 
 Bugfix release to address issues with Wheels on Windows:
diff --git a/gensim/models/doc2vec.py b/gensim/models/doc2vec.py
index 0dcad7165a..5882f93c92 100644
--- a/gensim/models/doc2vec.py
+++ b/gensim/models/doc2vec.py
@@ -21,7 +21,7 @@
 <https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf>`_.
 
 For a usage example, see the `Doc2vec tutorial
-<https://github.com/RaRe-Technologies/gensim/blob/develop/docs/notebooks/doc2vec-lee.ipynb>`_.
+<https://radimrehurek.com/gensim/auto_examples/tutorials/run_doc2vec_lee.html#sphx-glr-auto-examples-tutorials-run-doc2vec-lee-py>`_.
 
 **Make sure you have a C compiler before installing Gensim, to use the optimized doc2vec routines** (70x speedup
 compared to plain NumPy implementation, https://rare-technologies.com/parallelizing-word2vec-in-python/).